EP4064184A4 - Modellerzeugungsvorrichtung, schätzungsvorrichtung, modellerzeugungsverfahren und modellerzeugungsprogramm - Google Patents

Modellerzeugungsvorrichtung, schätzungsvorrichtung, modellerzeugungsverfahren und modellerzeugungsprogramm Download PDF

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Publication number
EP4064184A4
EP4064184A4 EP20891324.4A EP20891324A EP4064184A4 EP 4064184 A4 EP4064184 A4 EP 4064184A4 EP 20891324 A EP20891324 A EP 20891324A EP 4064184 A4 EP4064184 A4 EP 4064184A4
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EP
European Patent Office
Prior art keywords
model generation
program
estimation device
estimation
generation method
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP20891324.4A
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English (en)
French (fr)
Other versions
EP4064184A1 (de
Inventor
Ryo Yonetani
Atsushi Hashimoto
Yamato OKAMOTO
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Omron Corp
Original Assignee
Omron Corp
Omron Tateisi Electronics Co
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Omron Corp, Omron Tateisi Electronics Co filed Critical Omron Corp
Publication of EP4064184A1 publication Critical patent/EP4064184A1/de
Publication of EP4064184A4 publication Critical patent/EP4064184A4/de
Pending legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06V10/7747—Organisation of the process, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0475—Generative networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/094—Adversarial learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/041—Abduction
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/776—Validation; Performance evaluation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Investigating Materials By The Use Of Optical Means Adapted For Particular Applications (AREA)
  • Feedback Control In General (AREA)
  • Electrically Operated Instructional Devices (AREA)
EP20891324.4A 2019-11-21 2020-11-06 Modellerzeugungsvorrichtung, schätzungsvorrichtung, modellerzeugungsverfahren und modellerzeugungsprogramm Pending EP4064184A4 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2019210873A JP7564616B2 (ja) 2019-11-21 2019-11-21 モデル生成装置、推定装置、モデル生成方法、及びモデル生成プログラム
PCT/JP2020/041451 WO2021100482A1 (ja) 2019-11-21 2020-11-06 モデル生成装置、推定装置、モデル生成方法、及びモデル生成プログラム

Publications (2)

Publication Number Publication Date
EP4064184A1 EP4064184A1 (de) 2022-09-28
EP4064184A4 true EP4064184A4 (de) 2024-01-10

Family

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Family Applications (1)

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EP20891324.4A Pending EP4064184A4 (de) 2019-11-21 2020-11-06 Modellerzeugungsvorrichtung, schätzungsvorrichtung, modellerzeugungsverfahren und modellerzeugungsprogramm

Country Status (5)

Country Link
US (1) US12444176B2 (de)
EP (1) EP4064184A4 (de)
JP (1) JP7564616B2 (de)
CN (1) CN114556448B (de)
WO (1) WO2021100482A1 (de)

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JP2023066489A (ja) * 2021-10-29 2023-05-16 株式会社安川電機 評価システム、評価方法、および評価プログラム
US20250068923A1 (en) * 2022-01-24 2025-02-27 Nec Corporation Machine learning device, estimation system, training method, and recording medium
JP2024118228A (ja) * 2023-02-20 2024-08-30 トヨタ自動車株式会社 情報処理装置
CN117197087A (zh) 2023-09-11 2023-12-08 浙江恒逸石化有限公司 样本数据的处理方法、装置、电子设备和存储介质

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JP2012026982A (ja) 2010-07-27 2012-02-09 Panasonic Electric Works Sunx Co Ltd 検査装置
CN103679185B (zh) 2012-08-31 2017-06-16 富士通株式会社 卷积神经网络分类器系统、其训练方法、分类方法和用途
US9785855B2 (en) 2015-12-17 2017-10-10 Conduent Business Services, Llc Coarse-to-fine cascade adaptations for license plate recognition with convolutional neural networks
US10713776B2 (en) * 2017-04-13 2020-07-14 Instrumental, Inc. Method for predicting defects in assembly units
CN107298021B (zh) 2016-04-15 2022-03-08 松下电器（美国）知识产权公司 信息提示控制装置、自动驾驶车及其驾驶辅助系统
JP7079069B2 (ja) 2016-04-15 2022-06-01 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカ 情報提示制御装置、自動運転車、及び自動運転車運転支援システム
JP6782679B2 (ja) 2016-12-06 2020-11-11 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカＰａｎａｓｏｎｉｃ Ｉｎｔｅｌｌｅｃｔｕａｌ Ｐｒｏｐｅｒｔｙ Ｃｏｒｐｏｒａｔｉｏｎ ｏｆ Ａｍｅｒｉｃａ 情報処理装置、情報処理方法及びプログラム
CN106650653B (zh) * 2016-12-14 2020-09-15 广东顺德中山大学卡内基梅隆大学国际联合研究院 基于深度学习的人脸识别和年龄合成联合模型的构建方法
WO2018167991A1 (ja) 2017-03-14 2018-09-20 オムロン株式会社 運転者監視装置、運転者監視方法、学習装置及び学習方法
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EUSEBIO JOSE ET AL: "Semi-supervised Adversarial Image-to-Image Translation", 8 December 2018, ADVANCES IN DATABASES AND INFORMATION SYSTEMS; [LECTURE NOTES IN COMPUTER SCIENCE; LECT.NOTES COMPUTER], SPRINGER INTERNATIONAL PUBLISHING, CHAM, PAGE(S) 334 - 344, ISBN: 978-3-319-10403-4, XP047497299 *
See also references of WO2021100482A1 *

Also Published As

Publication number Publication date
CN114556448A (zh) 2022-05-27
US20220406042A1 (en) 2022-12-22
WO2021100482A1 (ja) 2021-05-27
JP2021082154A (ja) 2021-05-27
US12444176B2 (en) 2025-10-14
JP7564616B2 (ja) 2024-10-09
EP4064184A1 (de) 2022-09-28
CN114556448B (zh) 2025-06-27

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